{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6373958f-5692-4b03-8d83-7f01b751bbe5",
   "metadata": {},
   "source": [
    "# Phonon properties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7e813f1b-45db-404e-82eb-eb974b25da0a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from ase.io import read\n",
    "from calorine.calculators import CPUNEP\n",
    "from calorine.tools import get_force_constants, relax_structure\n",
    "from matplotlib import pyplot as plt\n",
    "from pandas import DataFrame\n",
    "from phonopy.units import THzToCm\n",
    "from seekpath import get_explicit_k_path"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d089b4ae-a518-4a80-85e8-637dffdc1de8",
   "metadata": {},
   "source": [
    "In this tutorial we illustrate the calculation of phonon dispersions and densities of states.\n",
    "First, we compute the phonon dispersion of the orthorhombic phase of CsPbI<sub>3</sub> described by a neuroevolution potential using the `get_force_constants()` convenience function from `calorine`, which wraps functionality from the [phonopy package](https://phonopy.github.io/phonopy).\n",
    "To set the path through the Brillouin zone we use the [seekpath package](https://www.materialscloud.org/work/tools/seekpath).\n",
    "\n",
    "Then we demonstrate how to use the Python API of `phonopy` directly to compute the phonon density of states."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8fba5936",
   "metadata": {},
   "source": [
    "All models and structures required for running this and the other tutorial notebooks can be obtained from [Zenodo](https://zenodo.org/record/10658778).\n",
    "The files are also available in the `tutorials/` folder in the [GitLab repository](https://gitlab.com/materials-modeling/calorine/-/tree/master/tutorials)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2cc4a4a-7e74-47de-9b6d-f66607d89687",
   "metadata": {},
   "source": [
    "## Structure preparation\n",
    "\n",
    "To begin with, we load the orthorhombic CsPbI<sub>3</sub> perovskite structure from file, prepare the calculator object to be used throughout this tutorial, and relax the structure to high precision."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "31dfd3cc-a9a8-470a-9354-b94d8743d330",
   "metadata": {},
   "outputs": [],
   "source": [
    "structure = read('CsPbI3-orthorhombic-Pnma.xyz')\n",
    "calculator = CPUNEP('nep-CsPbI3-SCAN.txt')\n",
    "structure.calc = calculator\n",
    "relax_structure(structure, fmax=0.0001)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2715f08-e76e-4012-b9b9-b08133ceb32e",
   "metadata": {},
   "source": [
    "## Compute force constants\n",
    "\n",
    "Next we prepare the force constants from which we can then obtain, for example, the phonon dispersion and the phonon density of states as shown below.\n",
    "To this end, we use the `get_force_constants()` function.\n",
    "Note that the third argument of this function specifies the supercell that is being used for computing the force constant matrix.\n",
    "Here, we simply use a $2\\times2\\times2$ supercell.\n",
    "In general you need to ensure that the results are converged with respect to the supercell size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fa8215b5-872d-40db-bdcb-f0cd8f32e468",
   "metadata": {},
   "outputs": [],
   "source": [
    "phonon = get_force_constants(structure, calculator, [2, 2, 2])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37dc4a23-da5f-4a8a-bb95-01ee5cca3515",
   "metadata": {},
   "source": [
    "The `get_force_constants` function returns a [Phonopy object](https://phonopy.github.io/phonopy/phonopy-module.html), which provides methods for calculating various derived quantities, including but not limited to the phonon dispersion and density of states."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c331069-e206-434f-acd0-a5c2b13a58af",
   "metadata": {},
   "source": [
    "## Phonon dispersion\n",
    "\n",
    "We now need to specify the path through the Brillouin zone along which the phonon dispersion is to be calculated.\n",
    "To this end, we use the [seekpath package](https://www.materialscloud.org/work/tools/seekpath), which provides a standardized way for generating such paths.\n",
    "It is also possible to set up suitable paths also \"manually\" by stringing together a list of $\\boldsymbol{q}$-points.\n",
    "\n",
    "In the following, we first prepare the structure in the format expected by `seekpath` and then call the `get_explicit_k_path` function.\n",
    "\n",
    "Note that the $\\boldsymbol{q}$-points returned by `seekpath` may refer to a different standardize primitive cell, for more information see the documentation of `get_explicit_k_path`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "450036d1-0ebf-421b-91b4-89612f3c9333",
   "metadata": {},
   "outputs": [],
   "source": [
    "structure_tuple = (structure.cell, structure.get_scaled_positions(), structure.numbers)\n",
    "path = get_explicit_k_path(structure_tuple)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "697c5cd4-28dc-41cc-b6d2-9a2dae568202",
   "metadata": {},
   "source": [
    "First we use the `run_band_structure` method of the `phonon` object to set the path, followed by a call to the `get_band_structure_dict` method to, which returns the actual dispersion.\n",
    "\n",
    "Note that the `run_band_structure` method expects a *list* of paths, which allows one to specify several non-contiguous segments.\n",
    "Since the `run_band_structure` function returns *one* set of $\\boldsymbol{q}$-points, we therefore need to enclose it in a list, i.e., `[<path>]`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0702377c-c5f1-47d2-acf8-5696456bd7fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "phonon.run_band_structure([path['explicit_kpoints_rel']])\n",
    "band = phonon.get_band_structure_dict()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "febcd308-f86f-480d-9b6b-38c221283759",
   "metadata": {},
   "source": [
    "The `get_band_structure_dict` method returns a dict the information in which we can in principle already plot directly.\n",
    "It can, however, be convenient to handle the information via a pandas `DataFrame` object.\n",
    "This is accomplished by the following commands, where the second one specifically adds the linear $\\boldsymbol{q}$-point coordinates from the path provided by `seekpath`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "cf1ea8f2-a288-4e48-b631-ee26463f0690",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = DataFrame(band['frequencies'][0])\n",
    "df.index = path['explicit_kpoints_linearcoord']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df43b7e1-2eea-4074-a1d0-12f127186209",
   "metadata": {},
   "source": [
    "Finally, we can plot the phonon dispersion.\n",
    "The most intricate task is to add the labels for the high-symmetry $\\boldsymbol{q}$-points, which accounts for most of the lines in the next cell."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "875ea52b-3cf7-42d7-b0f8-fd69958750d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 588x420 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(4.2, 3), dpi=140)\n",
    "\n",
    "for col in df.columns:\n",
    "    ax.plot(df.index, df[col], color='cornflowerblue')\n",
    "ax.set_xlim(df.index.min(), df.index.max())\n",
    "\n",
    "ax.set_ylabel('Frequency (THz)')\n",
    "ax2 = ax.twinx()\n",
    "ax2.set_ylabel('Frequency (cm$^{-1}$)')\n",
    "ax2.set_ylim(THzToCm * np.array(ax.get_ylim()))\n",
    "\n",
    "# beautify the labels on the x-axis\n",
    "labels = path['explicit_kpoints_labels']\n",
    "labels = ['$\\Gamma$' if m == 'GAMMA' else m for m in labels]\n",
    "labels = [m.replace('_', '$_') + '$' if '_' in m else m for m in labels]\n",
    "df_path = DataFrame(dict(labels=labels,\n",
    "                         positions=path['explicit_kpoints_linearcoord']))\n",
    "df_path.drop(df_path.index[df_path.labels == ''], axis=0, inplace=True)\n",
    "ax.set_xticks(df_path.positions)\n",
    "ax.set_xticklabels(df_path.labels)\n",
    "for xp in df_path.positions:\n",
    "    ax.axvline(xp, color='0.8')\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2a34966-8e2a-4209-99d3-b8da15da4b14",
   "metadata": {},
   "source": [
    "## Density of states\n",
    "\n",
    "Next we compute the density of states, which requires sampling the frequencies over a mesh of $\\boldsymbol{q}$-points that sample the Brillouin zone.\n",
    "This is accomplished via the `run_mesh` method, where the argument specifies the $\\boldsymbol{q}$-point density.\n",
    "Subsequently we can readily extract the density of states in the form of a `dict`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "36beaaf5-f0b1-4504-af76-2a7768172455",
   "metadata": {},
   "outputs": [],
   "source": [
    "phonon.run_mesh(140)\n",
    "phonon.run_total_dos(freq_min=-0.1, freq_max=3.7, freq_pitch=0.02)\n",
    "dos = phonon.get_total_dos_dict()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d2a721b-38f9-46e6-b2f2-0b1894c8b923",
   "metadata": {},
   "source": [
    "Finally, we plot the total density of states."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "dc142b02-4699-48d7-92f0-f788b82ccadc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 588x420 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(4.2, 3), dpi=140)\n",
    "\n",
    "ax.plot(dos['frequency_points'], dos['total_dos'])\n",
    "ax.set_xlabel('Frequency (THz)')\n",
    "ax.set_ylabel('Density of states')\n",
    "\n",
    "plt.tight_layout()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
